Overview
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 6784 |
| Missing cells | 248 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 530.1 KiB |
| Average record size in memory | 80.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 8 |
| Categorical | 1 |
Close is highly overall correlated with High and 4 other fields | High correlation |
High is highly overall correlated with Close and 4 other fields | High correlation |
Low is highly overall correlated with Close and 4 other fields | High correlation |
MA_200 is highly overall correlated with Close and 4 other fields | High correlation |
MA_50 is highly overall correlated with Close and 4 other fields | High correlation |
Open is highly overall correlated with Close and 4 other fields | High correlation |
Stock Splits is highly imbalanced (99.5%) | Imbalance |
MA_200 has 199 (2.9%) missing values | Missing |
Date has unique values | Unique |
Dividends has 6731 (99.2%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-12 14:21:56.874290 |
|---|---|
| Analysis finished | 2026-01-12 14:22:03.218988 |
| Duration | 6.34 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Date
Date
Unique
| Distinct | 6784 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.1 KiB |
| Minimum | 1999-01-22 00:00:00-05:00 |
|---|---|
| Maximum | 2026-01-09 00:00:00-05:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Open
Real number (ℝ)
High correlation
| Distinct | 6767 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.723747 |
| Minimum | 0.031993846 |
|---|---|
| Maximum | 208.06841 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 0.031993846 |
|---|---|
| 5-th percentile | 0.085015067 |
| Q1 | 0.26262534 |
| median | 0.44860387 |
| Q3 | 5.6154271 |
| 95-th percentile | 116.71684 |
| Maximum | 208.06841 |
| Range | 208.03642 |
| Interquartile range (IQR) | 5.3528017 |
Descriptive statistics
| Standard deviation | 36.023881 |
|---|---|
| Coefficient of variation (CV) | 2.6249304 |
| Kurtosis | 10.800644 |
| Mean | 13.723747 |
| Median Absolute Deviation (MAD) | 0.28800476 |
| Skewness | 3.3685611 |
| Sum | 93101.901 |
| Variance | 1297.72 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.04058917565 | 2 | < 0.1% |
| 0.2796345163 | 2 | < 0.1% |
| 0.3818615706 | 2 | < 0.1% |
| 0.2773423853 | 2 | < 0.1% |
| 0.04058918429 | 2 | < 0.1% |
| 0.03832093307 | 2 | < 0.1% |
| 0.03247152269 | 2 | < 0.1% |
| 0.2559498513 | 2 | < 0.1% |
| 0.1637310208 | 2 | < 0.1% |
| 0.302555403 | 2 | < 0.1% |
| Other values (6757) | 6764 |
| Value | Count | Frequency (%) |
| 0.03199384568 | 1 | |
| 0.03199385176 | 1 | |
| 0.03199386037 | 1 | |
| 0.03223222794 | 1 | |
| 0.03223223817 | 1 | |
| 0.03235141933 | 1 | |
| 0.03247151671 | 1 | |
| 0.03247152269 | 2 | |
| 0.03247153809 | 1 | |
| 0.03259072453 | 1 |
| Value | Count | Frequency (%) |
| 208.0684146 | 1 | |
| 207.968423 | 1 | |
| 206.4385002 | 1 | |
| 205.1385766 | 1 | |
| 202.9886974 | 1 | |
| 198.7589419 | 1 | |
| 196.4090665 | 1 | |
| 195.9390892 | 1 | |
| 195.7091064 | 1 | |
| 195.1491348 | 1 |
High
Real number (ℝ)
High correlation
| Distinct | 6757 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.95342 |
| Minimum | 0.032590711 |
|---|---|
| Maximum | 212.1782 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 0.032590711 |
|---|---|
| 5-th percentile | 0.088239359 |
| Q1 | 0.27021787 |
| median | 0.45530724 |
| Q3 | 5.6986254 |
| 95-th percentile | 118.50035 |
| Maximum | 212.1782 |
| Range | 212.1456 |
| Interquartile range (IQR) | 5.4284075 |
Descriptive statistics
| Standard deviation | 36.570085 |
|---|---|
| Coefficient of variation (CV) | 2.6208689 |
| Kurtosis | 10.699942 |
| Mean | 13.95342 |
| Median Absolute Deviation (MAD) | 0.29000979 |
| Skewness | 3.3568973 |
| Sum | 94660.002 |
| Variance | 1337.3711 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2855553962 | 2 | < 0.1% |
| 0.3034722257 | 2 | < 0.1% |
| 0.3163078661 | 2 | < 0.1% |
| 0.3383120583 | 2 | < 0.1% |
| 0.03891779069 | 2 | < 0.1% |
| 0.04226056062 | 2 | < 0.1% |
| 0.2865107828 | 2 | < 0.1% |
| 0.2768840931 | 2 | < 0.1% |
| 0.03748478021 | 2 | < 0.1% |
| 0.04202127229 | 2 | < 0.1% |
| Other values (6747) | 6764 |
| Value | Count | Frequency (%) |
| 0.03259071087 | 1 | |
| 0.03270989284 | 1 | |
| 0.03270989887 | 2 | |
| 0.03270990021 | 1 | |
| 0.03270990358 | 1 | |
| 0.03270990555 | 1 | |
| 0.03270991438 | 2 | |
| 0.03294919059 | 2 | |
| 0.03294919221 | 1 | |
| 0.03294920602 | 1 |
| Value | Count | Frequency (%) |
| 212.1781955 | 1 | |
| 211.3282276 | 1 | |
| 207.9584198 | 1 | |
| 206.1485302 | 1 | |
| 203.9586446 | 1 | |
| 203.1386913 | 1 | |
| 202.9087048 | 1 | |
| 199.928875 | 1 | |
| 197.6089966 | 1 | |
| 195.9890894 | 1 |
Low
Real number (ℝ)
High correlation
| Distinct | 6748 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.46518 |
| Minimum | 0.030560839 |
|---|---|
| Maximum | 205.54855 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 0.030560839 |
|---|---|
| 5-th percentile | 0.082856905 |
| Q1 | 0.25518525 |
| median | 0.44218142 |
| Q3 | 5.4789335 |
| 95-th percentile | 113.95423 |
| Maximum | 205.54855 |
| Range | 205.51799 |
| Interquartile range (IQR) | 5.2237483 |
Descriptive statistics
| Standard deviation | 35.370388 |
|---|---|
| Coefficient of variation (CV) | 2.626804 |
| Kurtosis | 10.872854 |
| Mean | 13.46518 |
| Median Absolute Deviation (MAD) | 0.28558429 |
| Skewness | 3.3765708 |
| Sum | 91347.781 |
| Variance | 1251.0644 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.03820174325 | 3 | < 0.1% |
| 0.2635898884 | 2 | < 0.1% |
| 0.03653035313 | 2 | < 0.1% |
| 0.2736750871 | 2 | < 0.1% |
| 0.03223224304 | 2 | < 0.1% |
| 0.03247152269 | 2 | < 0.1% |
| 0.03270989906 | 2 | < 0.1% |
| 0.2938453736 | 2 | < 0.1% |
| 0.03199384568 | 2 | < 0.1% |
| 0.0367687235 | 2 | < 0.1% |
| Other values (6738) | 6763 |
| Value | Count | Frequency (%) |
| 0.03056083948 | 1 | |
| 0.03127780557 | 1 | |
| 0.03136673658 | 1 | |
| 0.03151618046 | 1 | |
| 0.03151618405 | 1 | |
| 0.03151618689 | 1 | |
| 0.03151618912 | 1 | |
| 0.03163536703 | 1 | |
| 0.03163536858 | 1 | |
| 0.0318746529 | 1 |
| Value | Count | Frequency (%) |
| 205.5485507 | 1 | |
| 204.7686041 | 1 | |
| 202.0587545 | 1 | |
| 201.3987945 | 1 | |
| 197.9189724 | 1 | |
| 194.6391608 | 1 | |
| 193.7792081 | 1 | |
| 191.8993264 | 1 | |
| 191.2893492 | 1 | |
| 191.1193655 | 1 |
Close
Real number (ℝ)
High correlation
| Distinct | 5740 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.720324 |
| Minimum | 0.031277806 |
|---|---|
| Maximum | 207.02847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 0.031277806 |
|---|---|
| 5-th percentile | 0.085033777 |
| Q1 | 0.26307414 |
| median | 0.44984381 |
| Q3 | 5.5775133 |
| 95-th percentile | 116.35402 |
| Maximum | 207.02847 |
| Range | 206.9972 |
| Interquartile range (IQR) | 5.3144392 |
Descriptive statistics
| Standard deviation | 35.99214 |
|---|---|
| Coefficient of variation (CV) | 2.6232718 |
| Kurtosis | 10.764796 |
| Mean | 13.720324 |
| Median Absolute Deviation (MAD) | 0.28869874 |
| Skewness | 3.3644958 |
| Sum | 93078.679 |
| Variance | 1295.4341 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2979711294 | 7 | 0.1% |
| 0.0401115045 | 7 | 0.1% |
| 0.04082755372 | 6 | 0.1% |
| 0.03844011948 | 6 | 0.1% |
| 0.1638080329 | 6 | 0.1% |
| 0.3169954419 | 5 | 0.1% |
| 0.03629106283 | 5 | 0.1% |
| 0.03247152269 | 5 | 0.1% |
| 0.3357906044 | 5 | 0.1% |
| 0.2587764561 | 5 | 0.1% |
| Other values (5730) | 6727 |
| Value | Count | Frequency (%) |
| 0.03127780557 | 2 | < 0.1% |
| 0.03151618689 | 1 | < 0.1% |
| 0.03223223239 | 2 | < 0.1% |
| 0.03235141933 | 3 | |
| 0.03247152269 | 5 | |
| 0.03259072453 | 3 | |
| 0.03270989284 | 2 | < 0.1% |
| 0.03294919059 | 4 | |
| 0.03318756074 | 3 | |
| 0.03324716911 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 207.0284729 | 1 | |
| 206.8684845 | 1 | |
| 202.8787079 | 1 | |
| 202.4787292 | 1 | |
| 201.0188141 | 1 | |
| 199.0389252 | 1 | |
| 198.6789398 | 1 | |
| 195.1991425 | 1 | |
| 193.7892151 | 1 | |
| 193.1492462 | 1 |
Volume
Real number (ℝ)
| Distinct | 6700 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8620415 × 108 |
| Minimum | 19680000 |
|---|---|
| Maximum | 9.230856 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 19680000 |
|---|---|
| 5-th percentile | 1.7098942 × 108 |
| Q1 | 3.219975 × 108 |
| median | 4.88559 × 108 |
| Q3 | 7.189725 × 108 |
| 95-th percentile | 1.3148088 × 109 |
| Maximum | 9.230856 × 109 |
| Range | 9.211176 × 109 |
| Interquartile range (IQR) | 3.96975 × 108 |
Descriptive statistics
| Standard deviation | 4.2941819 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.73254034 |
| Kurtosis | 37.754507 |
| Mean | 5.8620415 × 108 |
| Median Absolute Deviation (MAD) | 1.90113 × 108 |
| Skewness | 3.82498 |
| Sum | 3.9768089 × 1012 |
| Variance | 1.8439998 × 1017 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 451728000 | 3 | < 0.1% |
| 503448000 | 3 | < 0.1% |
| 339216000 | 2 | < 0.1% |
| 377556000 | 2 | < 0.1% |
| 226944000 | 2 | < 0.1% |
| 375888000 | 2 | < 0.1% |
| 567816000 | 2 | < 0.1% |
| 425372000 | 2 | < 0.1% |
| 388800000 | 2 | < 0.1% |
| 304424000 | 2 | < 0.1% |
| Other values (6690) | 6762 |
| Value | Count | Frequency (%) |
| 19680000 | 1 | |
| 25008000 | 1 | |
| 28464000 | 1 | |
| 30432000 | 1 | |
| 31056000 | 1 | |
| 31296000 | 1 | |
| 33312000 | 1 | |
| 33840000 | 1 | |
| 35616000 | 1 | |
| 35760000 | 1 |
| Value | Count | Frequency (%) |
| 9230856000 | 1 | |
| 5135472000 | 1 | |
| 5088948000 | 1 | |
| 4837140000 | 1 | |
| 4292820000 | 1 | |
| 3988548000 | 1 | |
| 3930852000 | 1 | |
| 3849012000 | 1 | |
| 3798900000 | 1 | |
| 3767580000 | 1 |
Dividends
Real number (ℝ)
Zeros
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2967276 × 10-5 |
| Minimum | 0 |
|---|---|
| Maximum | 0.01 |
| Zeros | 6731 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.01 |
| Range | 0.01 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.00042689002 |
|---|---|
| Coefficient of variation (CV) | 12.948902 |
| Kurtosis | 336.29138 |
| Mean | 3.2967276 × 10-5 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.826456 |
| Sum | 0.22365 |
| Variance | 1.8223509 × 10-7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 6731 | |
| 0.004 | 22 | 0.3% |
| 0.01 | 7 | 0.1% |
| 0.002125 | 6 | 0.1% |
| 0.001875 | 4 | 0.1% |
| 0.00375 | 4 | 0.1% |
| 0.002875 | 4 | 0.1% |
| 0.0035 | 4 | 0.1% |
| 0.00245 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6731 | |
| 0.001875 | 4 | 0.1% |
| 0.002125 | 6 | 0.1% |
| 0.00245 | 2 | < 0.1% |
| 0.002875 | 4 | 0.1% |
| 0.0035 | 4 | 0.1% |
| 0.00375 | 4 | 0.1% |
| 0.004 | 22 | 0.3% |
| 0.01 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 0.01 | 7 | 0.1% |
| 0.004 | 22 | 0.3% |
| 0.00375 | 4 | 0.1% |
| 0.0035 | 4 | 0.1% |
| 0.002875 | 4 | 0.1% |
| 0.00245 | 2 | < 0.1% |
| 0.002125 | 6 | 0.1% |
| 0.001875 | 4 | 0.1% |
| 0 | 6731 |
Stock Splits
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 344.6 KiB |
| 0.0 | |
|---|---|
| 2.0 | 3 |
| 1.5 | 1 |
| 4.0 | 1 |
| 10.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0001474 |
| Min length | 3 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 6778 | |
| 2.0 | 3 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 4.0 | 1 | < 0.1% |
| 10.0 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 6778 | |
| 2.0 | 3 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 4.0 | 1 | < 0.1% |
| 10.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13562 | |
| . | 6784 | |
| 2 | 3 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20353 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13562 | |
| . | 6784 | |
| 2 | 3 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20353 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13562 | |
| . | 6784 | |
| 2 | 3 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20353 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13562 | |
| . | 6784 | |
| 2 | 3 | < 0.1% |
| 1 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
MA_50
Real number (ℝ)
High correlation
| Distinct | 6733 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 49 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.150097 |
| Minimum | 0.03362085 |
|---|---|
| Maximum | 187.29759 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 0.03362085 |
|---|---|
| 5-th percentile | 0.095040684 |
| Q1 | 0.26599503 |
| median | 0.44813194 |
| Q3 | 5.6388593 |
| 95-th percentile | 115.94279 |
| Maximum | 187.29759 |
| Range | 187.26397 |
| Interquartile range (IQR) | 5.3728643 |
Descriptive statistics
| Standard deviation | 34.493015 |
|---|---|
| Coefficient of variation (CV) | 2.6230235 |
| Kurtosis | 11.049397 |
| Mean | 13.150097 |
| Median Absolute Deviation (MAD) | 0.28064128 |
| Skewness | 3.3976801 |
| Sum | 88565.906 |
| Variance | 1189.7681 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1869700417 | 2 | < 0.1% |
| 0.2604467174 | 2 | < 0.1% |
| 186.9929947 | 1 | < 0.1% |
| 186.4500201 | 1 | < 0.1% |
| 0.03851896487 | 1 | < 0.1% |
| 186.3689398 | 1 | < 0.1% |
| 0.039058614 | 1 | < 0.1% |
| 0.03904667631 | 1 | < 0.1% |
| 0.03901801586 | 1 | < 0.1% |
| 0.03906814843 | 1 | < 0.1% |
| Other values (6723) | 6723 | |
| (Missing) | 49 | 0.7% |
| Value | Count | Frequency (%) |
| 0.03362084992 | 1 | |
| 0.03363278709 | 1 | |
| 0.03365189388 | 1 | |
| 0.0336710006 | 1 | |
| 0.03368768714 | 1 | |
| 0.03375694461 | 1 | |
| 0.03378318481 | 1 | |
| 0.03386199556 | 1 | |
| 0.03386436157 | 1 | |
| 0.03391691379 | 1 |
| Value | Count | Frequency (%) |
| 187.2975931 | 1 | |
| 187.2418008 | 1 | |
| 187.2349908 | 1 | |
| 187.115809 | 1 | |
| 187.0875925 | 1 | |
| 186.9929947 | 1 | |
| 186.8843961 | 1 | |
| 186.8645975 | 1 | |
| 186.8413986 | 1 | |
| 186.8386194 | 1 |
MA_200
Real number (ℝ)
High correlation Missing
| Distinct | 6584 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 199 |
| Missing (%) | 2.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.45926 |
| Minimum | 0.039200333 |
|---|---|
| Maximum | 162.17274 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.1 KiB |
Quantile statistics
| Minimum | 0.039200333 |
|---|---|
| 5-th percentile | 0.12822074 |
| Q1 | 0.29043214 |
| median | 0.42746328 |
| Q3 | 5.2263715 |
| 95-th percentile | 91.309057 |
| Maximum | 162.17274 |
| Range | 162.13354 |
| Interquartile range (IQR) | 4.9359394 |
Descriptive statistics
| Standard deviation | 29.687081 |
|---|---|
| Coefficient of variation (CV) | 2.5906629 |
| Kurtosis | 11.043004 |
| Mean | 11.45926 |
| Median Absolute Deviation (MAD) | 0.26321712 |
| Skewness | 3.417411 |
| Sum | 75459.229 |
| Variance | 881.32276 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4019012442 | 2 | < 0.1% |
| 0.03973753858 | 1 | < 0.1% |
| 0.03985214291 | 1 | < 0.1% |
| 0.04000972372 | 1 | < 0.1% |
| 0.04017625745 | 1 | < 0.1% |
| 0.04033443427 | 1 | < 0.1% |
| 0.04055468991 | 1 | < 0.1% |
| 0.0407809142 | 1 | < 0.1% |
| 0.04098505655 | 1 | < 0.1% |
| 0.04117904503 | 1 | < 0.1% |
| Other values (6574) | 6574 | |
| (Missing) | 199 | 2.9% |
| Value | Count | Frequency (%) |
| 0.03920033341 | 1 | |
| 0.03928210581 | 1 | |
| 0.03935194109 | 1 | |
| 0.03943371356 | 1 | |
| 0.03951369816 | 1 | |
| 0.03961338088 | 1 | |
| 0.03973753858 | 1 | |
| 0.03985214291 | 1 | |
| 0.04000972372 | 1 | |
| 0.04017625745 | 1 |
| Value | Count | Frequency (%) |
| 162.1727394 | 1 | |
| 161.8517799 | 1 | |
| 161.5335198 | 1 | |
| 161.176363 | 1 | |
| 160.8327054 | 1 | |
| 160.4795987 | 1 | |
| 160.112394 | 1 | |
| 159.7774355 | 1 | |
| 159.4479751 | 1 | |
| 159.0846703 | 1 |
Interactions
Correlations
| Close | Dividends | High | Low | MA_200 | MA_50 | Open | Stock Splits | Volume | |
|---|---|---|---|---|---|---|---|---|---|
| Close | 1.000 | 0.071 | 1.000 | 1.000 | 0.949 | 0.989 | 0.999 | 0.031 | -0.274 |
| Dividends | 0.071 | 1.000 | 0.071 | 0.072 | 0.068 | 0.070 | 0.071 | 0.000 | -0.054 |
| High | 1.000 | 0.071 | 1.000 | 1.000 | 0.949 | 0.989 | 1.000 | 0.030 | -0.270 |
| Low | 1.000 | 0.072 | 1.000 | 1.000 | 0.949 | 0.989 | 1.000 | 0.029 | -0.280 |
| MA_200 | 0.949 | 0.068 | 0.949 | 0.949 | 1.000 | 0.970 | 0.950 | 0.067 | -0.320 |
| MA_50 | 0.989 | 0.070 | 0.989 | 0.989 | 0.970 | 1.000 | 0.989 | 0.080 | -0.287 |
| Open | 0.999 | 0.071 | 1.000 | 1.000 | 0.950 | 0.989 | 1.000 | 0.029 | -0.275 |
| Stock Splits | 0.031 | 0.000 | 0.030 | 0.029 | 0.067 | 0.080 | 0.029 | 1.000 | 0.005 |
| Volume | -0.274 | -0.054 | -0.270 | -0.280 | -0.320 | -0.287 | -0.275 | 0.005 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Date | Open | High | Low | Close | Volume | Dividends | Stock Splits | MA_50 | MA_200 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1999-01-22 00:00:00-05:00 | 0.040112 | 0.044767 | 0.035575 | 0.037605 | 2714688000 | 0.0 | 0.0 | NaN | NaN |
| 1 | 1999-01-25 00:00:00-05:00 | 0.040589 | 0.042021 | 0.037605 | 0.041545 | 510480000 | 0.0 | 0.0 | NaN | NaN |
| 2 | 1999-01-26 00:00:00-05:00 | 0.042021 | 0.042857 | 0.037724 | 0.038321 | 343200000 | 0.0 | 0.0 | NaN | NaN |
| 3 | 1999-01-27 00:00:00-05:00 | 0.038440 | 0.039395 | 0.036291 | 0.038202 | 244368000 | 0.0 | 0.0 | NaN | NaN |
| 4 | 1999-01-28 00:00:00-05:00 | 0.038202 | 0.038440 | 0.037843 | 0.038082 | 227520000 | 0.0 | 0.0 | NaN | NaN |
| 5 | 1999-01-29 00:00:00-05:00 | 0.038082 | 0.038202 | 0.036291 | 0.036291 | 244032000 | 0.0 | 0.0 | NaN | NaN |
| 6 | 1999-02-01 00:00:00-05:00 | 0.036291 | 0.037246 | 0.036291 | 0.037008 | 154704000 | 0.0 | 0.0 | NaN | NaN |
| 7 | 1999-02-02 00:00:00-05:00 | 0.036291 | 0.037246 | 0.033068 | 0.034143 | 264096000 | 0.0 | 0.0 | NaN | NaN |
| 8 | 1999-02-03 00:00:00-05:00 | 0.033665 | 0.035337 | 0.033426 | 0.034859 | 75120000 | 0.0 | 0.0 | NaN | NaN |
| 9 | 1999-02-04 00:00:00-05:00 | 0.035337 | 0.037724 | 0.034859 | 0.036769 | 181920000 | 0.0 | 0.0 | NaN | NaN |
| Date | Open | High | Low | Close | Volume | Dividends | Stock Splits | MA_50 | MA_200 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 6774 | 2025-12-26 00:00:00-05:00 | 189.919998 | 192.690002 | 188.000000 | 190.529999 | 139740300 | 0.0 | 0.0 | 186.058481 | 159.084670 |
| 6775 | 2025-12-29 00:00:00-05:00 | 187.710007 | 188.759995 | 185.910004 | 188.220001 | 120006100 | 0.0 | 0.0 | 186.186883 | 159.447975 |
| 6776 | 2025-12-30 00:00:00-05:00 | 188.240005 | 188.990005 | 186.929993 | 187.539993 | 97687300 | 0.0 | 0.0 | 186.273487 | 159.777435 |
| 6777 | 2025-12-31 00:00:00-05:00 | 189.570007 | 190.559998 | 186.490005 | 186.500000 | 120100500 | 0.0 | 0.0 | 186.350890 | 160.112394 |
| 6778 | 2026-01-02 00:00:00-05:00 | 189.839996 | 192.929993 | 188.259995 | 188.850006 | 148240500 | 0.0 | 0.0 | 186.504892 | 160.479599 |
| 6779 | 2026-01-05 00:00:00-05:00 | 191.759995 | 193.630005 | 186.149994 | 188.119995 | 183529700 | 0.0 | 0.0 | 186.661892 | 160.832705 |
| 6780 | 2026-01-06 00:00:00-05:00 | 190.520004 | 192.169998 | 186.820007 | 187.240005 | 176862600 | 0.0 | 0.0 | 186.763695 | 161.176363 |
| 6781 | 2026-01-07 00:00:00-05:00 | 188.570007 | 191.369995 | 186.559998 | 189.110001 | 153543200 | 0.0 | 0.0 | 186.820903 | 161.533520 |
| 6782 | 2026-01-08 00:00:00-05:00 | 189.110001 | 189.550003 | 183.710007 | 185.039993 | 172457000 | 0.0 | 0.0 | 186.692116 | 161.851780 |
| 6783 | 2026-01-09 00:00:00-05:00 | 185.080002 | 186.339996 | 183.669998 | 184.860001 | 131072000 | 0.0 | 0.0 | 186.368940 | 162.172739 |